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通过综合生物信息学分析鉴定血小板衍生生长因子A(PDGFA)作为与糖尿病视网膜病变进展相关的中性粒细胞相关生物标志物。

Identification of PDGFA as a Neutrophil-related Biomarker Linked to the Advancement of Diabetic Retinopathy through Integrated Bioinformatics Analysis.

作者信息

Liang Anran, Feng Tingting, Gao Xiang, Zhao Bowen, Chen Song

机构信息

Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China.

Department of Ophthalmology, Jining No.1 People's Hospital, Jining, Shandong, China.

出版信息

Endocr Metab Immune Disord Drug Targets. 2025;25(2):109-121. doi: 10.2174/0118715303279463240220050158.

Abstract

BACKGROUND

The dysregulation of the innate immune system plays a crucial role in the development of Diabetic Retinopathy (DR). To gain an insight into the underlying mechanism of DR, it is essential to identify specific biomarkers associated with immune cell infiltration.

METHODS

In this study, we retrieved the GSE94019 and GSE60436 datasets from the Gene Expression Omnibus (GEO) database. By utilizing CIBERSORT, MCPcounter, and xCell algorithms, we conducted a comprehensive analysis of the immune cell infiltration landscape in DR. The limma package was employed to identify Differentially Expressed Necroptosis-related Genes (DENRGs). Subsequently, enrichment analysis was performed to investigate the potential functions of the DENRGs. To identify the core DENRGs, the CytoHubba plug-in in Cytoscape software was utilized. The expression levels of these core DENRGs were verified in an independent dataset.

RESULTS

Our analysis identified 213 DENRGs, and among them, Platelet-derived Growth Factor subunit A (PDGFA) was identified as a core DENRG. Notably, the expression of PDGFA was found to be upregulated in DR, and this finding was further validated in the GSE102485 dataset. Additionally, the results of GSVA and GSEA revealed that in the high PDGFA group, there was activation of pathways related to inflammation and the immune system. Moreover, analysis of immune infiltration demonstrated a significant association between PDGFA gene expression and the infiltration levels of specific immune cells, including basophils, macrophages M1, macrophages, neutrophils, monocytes, NK cells, and B cells.

CONCLUSION

The involvement of neutrophils in the development and progression of DR is suggested. PDGFA has emerged as a potential marker and is linked to the infiltration of immune cells in DR. These findings shed new light on the underlying mechanisms of DR.

摘要

背景

先天性免疫系统失调在糖尿病视网膜病变(DR)的发展中起关键作用。为深入了解DR的潜在机制,识别与免疫细胞浸润相关的特定生物标志物至关重要。

方法

在本研究中,我们从基因表达综合数据库(GEO)中检索了GSE94019和GSE60436数据集。通过使用CIBERSORT、MCPcounter和xCell算法,我们对DR中的免疫细胞浸润情况进行了全面分析。使用limma软件包识别差异表达的坏死性凋亡相关基因(DENRGs)。随后进行富集分析以研究DENRGs的潜在功能。为识别核心DENRGs,我们使用了Cytoscape软件中的CytoHubba插件。在一个独立数据集中验证了这些核心DENRGs的表达水平。

结果

我们的分析确定了213个DENRGs,其中血小板衍生生长因子亚基A(PDGFA)被确定为核心DENRG。值得注意的是,发现PDGFA在DR中的表达上调,这一发现在GSE102485数据集中得到了进一步验证。此外,GSVA和GSEA的结果表明,在高PDGFA组中,与炎症和免疫系统相关的通路被激活。此外,免疫浸润分析表明PDGFA基因表达与特定免疫细胞的浸润水平之间存在显著关联,这些免疫细胞包括嗜碱性粒细胞、M1巨噬细胞、巨噬细胞、中性粒细胞、单核细胞、自然杀伤细胞和B细胞。

结论

提示中性粒细胞参与了DR的发生和发展。PDGFA已成为一种潜在标志物,并与DR中免疫细胞的浸润有关。这些发现为DR的潜在机制提供了新的见解。

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